CL=F_B Report

Dataset statistics

Number of variables	7
Number of observations	2426
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	151.6 KiB
Average record size in memory	64.0 B

Variable types

DateTime	1
TimeSeries	6

Timeseries statistics

Number of series	6
Time series length	2426
Starting point	2010-01-04 00:00:00
Ending point	2019-08-26 00:00:00
Period	1 day, 10 hours and 50 minutes

Alerts

`adj close` is highly overall correlated with `close` and 4 other fields	High correlation
`close` is highly overall correlated with `adj close` and 4 other fields	High correlation
`high` is highly overall correlated with `adj close` and 4 other fields	High correlation
`low` is highly overall correlated with `adj close` and 4 other fields	High correlation
`open` is highly overall correlated with `adj close` and 4 other fields	High correlation
`volume` is highly overall correlated with `adj close` and 4 other fields	High correlation
`adj close` is non stationary	Non stationary
`close` is non stationary	Non stationary
`high` is non stationary	Non stationary
`low` is non stationary	Non stationary
`open` is non stationary	Non stationary
`volume` is non stationary	Non stationary
`adj close` is seasonal	Seasonal
`close` is seasonal	Seasonal
`high` is seasonal	Seasonal
`low` is seasonal	Seasonal
`open` is seasonal	Seasonal
`volume` is seasonal	Seasonal
`Date` has unique values	Unique

Reproduction

Analysis started	2026-02-02 00:37:56.861201
Analysis finished	2026-02-02 00:37:59.845013
Duration	2.98 seconds
Software version	ydata-profiling vv4.18.1
Download configuration	config.json

Date
Date

Unique

Distinct	2426
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	37.9 KiB

Minimum	2010-01-04 00:00:00
Maximum	2019-08-26 00:00:00
Invalid dates	0
Invalid dates (%)	0.0%

Histogram with fixed size bins (bins=50)

adj close
Numeric time series

High correlation Non stationary Seasonal

Distinct	2054
Distinct (%)	84.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	73.079246
Minimum	26.209999
Maximum	113.93
Zeros	0
Zeros (%)	0.0%
Memory size	37.9 KiB

Quantile statistics

Minimum	26.209999
5-th percentile	42.184999
Q1	52.002501
median	73.825001
Q3	93.879997
95-th percentile	104.7
Maximum	113.93
Range	87.720001
Interquartile range (IQR)	41.877496

Descriptive statistics

Standard deviation	22.081763
Coefficient of variation (CV)	0.3021619
Kurtosis	-1.3861088
Mean	73.079246
Median Absolute Deviation (MAD)	21.08
Skewness	-0.029753084
Sum	177290.25
Variance	487.60428
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.6168924029

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	503
min	3 days
max	5 days
mean	3 days, 3 hours and 11 minutes
std	8 hours, 18 minutes and 9.91 seconds

Value	Count	Frequency (%)
44.65999985	6	0.2%
53.90000153	4	0.2%
93.95999908	4	0.2%
88.91000366	3	0.1%
100.5899963	3	0.1%
98.66999817	3	0.1%
97.76999664	3	0.1%
97.01000214	3	0.1%
93.87999725	3	0.1%
102.5899963	3	0.1%
Other values (2044)	2391	98.6%

Value	Count	Frequency (%)
26.20999908	1	< 0.1%
26.54999924	1	< 0.1%
27.45000076	1	< 0.1%
27.94000053	1	< 0.1%
28.45999908	1	< 0.1%
29.04000092	1	< 0.1%
29.42000008	1	< 0.1%
29.44000053	1	< 0.1%
29.53000069	1	< 0.1%
29.63999939	1	< 0.1%

Value	Count	Frequency (%)
113.9300003	1	< 0.1%
113.5199966	1	< 0.1%
112.8600006	1	< 0.1%
112.7900009	1	< 0.1%
112.7600021	1	< 0.1%
112.2900009	1	< 0.1%
112.2799988	1	< 0.1%
112.2099991	1	< 0.1%
111.4499969	1	< 0.1%
111.0500031	1	< 0.1%

ACF and PACF

close
Numeric time series

High correlation Non stationary Seasonal

Distinct	2054
Distinct (%)	84.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	73.079246
Minimum	26.209999
Maximum	113.93
Zeros	0
Zeros (%)	0.0%
Memory size	37.9 KiB

Quantile statistics

Minimum	26.209999
5-th percentile	42.184999
Q1	52.002501
median	73.825001
Q3	93.879997
95-th percentile	104.7
Maximum	113.93
Range	87.720001
Interquartile range (IQR)	41.877496

Descriptive statistics

Standard deviation	22.081763
Coefficient of variation (CV)	0.3021619
Kurtosis	-1.3861088
Mean	73.079246
Median Absolute Deviation (MAD)	21.08
Skewness	-0.029753084
Sum	177290.25
Variance	487.60428
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.6168924029

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	503
min	3 days
max	5 days
mean	3 days, 3 hours and 11 minutes
std	8 hours, 18 minutes and 9.91 seconds

Value	Count	Frequency (%)
44.65999985	6	0.2%
53.90000153	4	0.2%
93.95999908	4	0.2%
88.91000366	3	0.1%
100.5899963	3	0.1%
98.66999817	3	0.1%
97.76999664	3	0.1%
97.01000214	3	0.1%
93.87999725	3	0.1%
102.5899963	3	0.1%
Other values (2044)	2391	98.6%

Value	Count	Frequency (%)
26.20999908	1	< 0.1%
26.54999924	1	< 0.1%
27.45000076	1	< 0.1%
27.94000053	1	< 0.1%
28.45999908	1	< 0.1%
29.04000092	1	< 0.1%
29.42000008	1	< 0.1%
29.44000053	1	< 0.1%
29.53000069	1	< 0.1%
29.63999939	1	< 0.1%

Value	Count	Frequency (%)
113.9300003	1	< 0.1%
113.5199966	1	< 0.1%
112.8600006	1	< 0.1%
112.7900009	1	< 0.1%
112.7600021	1	< 0.1%
112.2900009	1	< 0.1%
112.2799988	1	< 0.1%
112.2099991	1	< 0.1%
111.4499969	1	< 0.1%
111.0500031	1	< 0.1%

ACF and PACF

high
Numeric time series

High correlation Non stationary Seasonal

Distinct	1999
Distinct (%)	82.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	74.025371
Minimum	27.48
Maximum	114.83
Zeros	0
Zeros (%)	0.0%
Memory size	37.9 KiB

Quantile statistics

Minimum	27.48
5-th percentile	43.02
Q1	52.852499
median	74.810001
Q3	94.707499
95-th percentile	105.605
Maximum	114.83
Range	87.350002
Interquartile range (IQR)	41.855

Descriptive statistics

Standard deviation	22.126455
Coefficient of variation (CV)	0.29890368
Kurtosis	-1.3972899
Mean	74.025371
Median Absolute Deviation (MAD)	21.184998
Skewness	-0.02961347
Sum	179585.55
Variance	489.58003
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.6207466623

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	503
min	3 days
max	5 days
mean	3 days, 3 hours and 11 minutes
std	8 hours, 18 minutes and 9.91 seconds

Value	Count	Frequency (%)
46.52999878	5	0.2%
94.63999939	4	0.2%
97.81999969	4	0.2%
48.20000076	4	0.2%
46.40999985	4	0.2%
53.43000031	4	0.2%
48.74000168	4	0.2%
52.77999878	4	0.2%
86.37000275	4	0.2%
92.87999725	4	0.2%
Other values (1989)	2385	98.3%

Value	Count	Frequency (%)
27.47999954	1	< 0.1%
28.57999992	1	< 0.1%
29.21999931	1	< 0.1%
29.65999985	1	< 0.1%
30.20999908	1	< 0.1%
30.25	1	< 0.1%
30.61000061	1	< 0.1%
30.72999954	1	< 0.1%
31.18000031	1	< 0.1%
31.37999916	1	< 0.1%

Value	Count	Frequency (%)
114.8300018	1	< 0.1%
114.1800003	1	< 0.1%
113.9700012	1	< 0.1%
113.4800034	1	< 0.1%
113.4599991	1	< 0.1%
113.4000015	1	< 0.1%
113.2200012	1	< 0.1%
113.1800003	1	< 0.1%
112.6399994	1	< 0.1%
112.4800034	1	< 0.1%

ACF and PACF

low
Numeric time series

High correlation Non stationary Seasonal

Distinct	2034
Distinct (%)	83.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	72.070932
Minimum	26.049999
Maximum	112.25
Zeros	0
Zeros (%)	0.0%
Memory size	37.9 KiB

Quantile statistics

Minimum	26.049999
5-th percentile	41.4475
Q1	51.0225
median	72.57
Q3	92.944998
95-th percentile	103.865
Maximum	112.25
Range	86.200001
Interquartile range (IQR)	41.922498

Descriptive statistics

Standard deviation	21.949091
Coefficient of variation (CV)	0.30454846
Kurtosis	-1.3790155
Mean	72.070932
Median Absolute Deviation (MAD)	20.879999
Skewness	-0.027402992
Sum	174844.08
Variance	481.7626
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.5919736637

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	503
min	3 days
max	5 days
mean	3 days, 3 hours and 11 minutes
std	8 hours, 18 minutes and 9.91 seconds

Value	Count	Frequency (%)
96.26000214	4	0.2%
96.51000214	4	0.2%
92.86000061	4	0.2%
88.20999908	3	0.1%
96.37000275	3	0.1%
95.20999908	3	0.1%
82.29000092	3	0.1%
85.41999817	3	0.1%
95.33999634	3	0.1%
85.11000061	3	0.1%
Other values (2024)	2393	98.6%

Value	Count	Frequency (%)
26.04999924	1	< 0.1%
26.19000053	1	< 0.1%
26.95000076	1	< 0.1%
27.23999977	1	< 0.1%
27.73999977	1	< 0.1%
27.87000084	1	< 0.1%
28.20999908	1	< 0.1%
28.70000076	1	< 0.1%
28.72999954	1	< 0.1%
29.04999924	1	< 0.1%

Value	Count	Frequency (%)
112.25	1	< 0.1%
111.6900024	1	< 0.1%
111.1200027	1	< 0.1%
111.0800018	1	< 0.1%
111	1	< 0.1%
110.8199997	1	< 0.1%
110.7099991	1	< 0.1%
110.3000031	1	< 0.1%
110.1100006	1	< 0.1%
109.1100006	1	< 0.1%

ACF and PACF

open
Numeric time series

High correlation Non stationary Seasonal

Distinct	2011
Distinct (%)	82.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	73.099307
Minimum	27.299999
Maximum	113.89
Zeros	0
Zeros (%)	0.0%
Memory size	37.9 KiB

Quantile statistics

Minimum	27.299999
5-th percentile	42.075001
Q1	52.049999
median	73.905003
Q3	93.887499
95-th percentile	104.8
Maximum	113.89
Range	86.59
Interquartile range (IQR)	41.8375

Descriptive statistics

Standard deviation	22.063146
Coefficient of variation (CV)	0.30182428
Kurtosis	-1.3870611
Mean	73.099307
Median Absolute Deviation (MAD)	21.065002
Skewness	-0.029825797
Sum	177338.92
Variance	486.78242
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.6313748916

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	503
min	3 days
max	5 days
mean	3 days, 3 hours and 11 minutes
std	8 hours, 18 minutes and 9.91 seconds

Value	Count	Frequency (%)
99.19999695	5	0.2%
93.48999786	5	0.2%
97.30000305	4	0.2%
49.31000137	4	0.2%
66.62000275	4	0.2%
95.79000092	4	0.2%
45.65000153	3	0.1%
82.44000244	3	0.1%
92.88999939	3	0.1%
99.76000214	3	0.1%
Other values (2001)	2388	98.4%

Value	Count	Frequency (%)
27.29999924	1	< 0.1%
27.34000015	1	< 0.1%
28.32999992	1	< 0.1%
28.35000038	1	< 0.1%
28.36000061	1	< 0.1%
29.07999992	1	< 0.1%
29.13999939	1	< 0.1%
29.20000076	1	< 0.1%
29.71999931	1	< 0.1%
29.75	1	< 0.1%

Value	Count	Frequency (%)
113.8899994	1	< 0.1%
113.2799988	1	< 0.1%
113.1299973	1	< 0.1%
112.9800034	1	< 0.1%
112.8199997	1	< 0.1%
112.3399963	1	< 0.1%
112.1500015	1	< 0.1%
111.8899994	1	< 0.1%
111.3700027	1	< 0.1%
110.6800003	1	< 0.1%

ACF and PACF

volume
Numeric time series

High correlation Non stationary Seasonal

Distinct	2419
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	415995.67
Minimum	48516
Maximum	1311000
Zeros	0
Zeros (%)	0.0%
Memory size	37.9 KiB

Quantile statistics

Minimum	48516
5-th percentile	150813.5
Q1	253342
median	350919.5
Q3	560700.5
95-th percentile	806918
Maximum	1311000
Range	1262484
Interquartile range (IQR)	307358.5

Descriptive statistics

Standard deviation	212443.45
Coefficient of variation (CV)	0.51068668
Kurtosis	0.07966965
Mean	415995.67
Median Absolute Deviation (MAD)	129060.5
Skewness	0.82276374
Sum	1.0092055 × 10⁹
Variance	4.5132219 × 10¹⁰
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.2434870995

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	503
min	3 days
max	5 days
mean	3 days, 3 hours and 11 minutes
std	8 hours, 18 minutes and 9.91 seconds

Value	Count	Frequency (%)
226343	2	0.1%
317997	2	0.1%
132427	2	0.1%
895643	2	0.1%
598836	2	0.1%
297522	2	0.1%
250038	2	0.1%
476988	1	< 0.1%
568839	1	< 0.1%
564846	1	< 0.1%
Other values (2409)	2409	99.3%

Value	Count	Frequency (%)
48516	1	< 0.1%
51877	1	< 0.1%
65666	1	< 0.1%
83702	1	< 0.1%
84627	1	< 0.1%
90824	1	< 0.1%
91398	1	< 0.1%
92780	1	< 0.1%
93130	1	< 0.1%
95270	1	< 0.1%

Value	Count	Frequency (%)
1311000	1	< 0.1%
1253566	1	< 0.1%
1182327	1	< 0.1%
1173581	1	< 0.1%
1147389	1	< 0.1%
1136232	1	< 0.1%
1135440	1	< 0.1%
1124959	1	< 0.1%
1108052	1	< 0.1%
1095643	1	< 0.1%

ACF and PACF

	adj close	close	high	low	open	volume
adj close	1.000	1.000	0.999	0.999	0.997	-0.601
close	1.000	1.000	0.999	0.999	0.997	-0.601
high	0.999	0.999	1.000	0.999	0.999	-0.595
low	0.999	0.999	0.999	1.000	0.999	-0.606
open	0.997	0.997	0.999	0.999	1.000	-0.599
volume	-0.601	-0.601	-0.595	-0.606	-0.599	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	Date	adj close	close	high	low	open	volume
2010-01-04	2010-01-04	81.510002	81.510002	81.680000	79.629997	79.629997	263542
2010-01-05	2010-01-05	81.769997	81.769997	82.000000	80.949997	81.629997	258887
2010-01-06	2010-01-06	83.180000	83.180000	83.519997	80.849998	81.430000	370059
2010-01-07	2010-01-07	82.660004	82.660004	83.360001	82.260002	83.199997	246632
2010-01-08	2010-01-08	82.750000	82.750000	83.470001	81.800003	82.650002	310377
2010-01-11	2010-01-11	82.519997	82.519997	83.949997	81.959999	82.879997	296304
2010-01-12	2010-01-12	80.790001	80.790001	82.339996	79.910004	82.070000	333866
2010-01-13	2010-01-13	79.650002	79.650002	80.669998	78.370003	80.059998	401627
2010-01-14	2010-01-14	79.389999	79.389999	80.360001	78.919998	79.629997	275404
2010-01-15	2010-01-15	78.000000	78.000000	79.309998	77.699997	79.199997	200555

	Date	adj close	close	high	low	open	volume
2019-08-13	2019-08-13	57.099998	57.099998	57.470001	54.209999	54.730000	783486
2019-08-14	2019-08-14	55.230000	55.230000	56.849998	53.970001	56.740002	718293
2019-08-15	2019-08-15	54.470001	54.470001	55.330002	53.770000	54.900002	527866
2019-08-16	2019-08-16	54.869999	54.869999	55.669998	54.259998	54.740002	168345
2019-08-19	2019-08-19	56.209999	56.209999	56.410000	54.840000	54.959999	113571
2019-08-20	2019-08-20	56.340000	56.340000	56.599998	55.279999	56.099998	659258
2019-08-21	2019-08-21	55.680000	55.680000	57.130001	55.549999	56.049999	704035
2019-08-22	2019-08-22	55.349998	55.349998	56.459999	54.849998	55.939999	621573
2019-08-23	2019-08-23	54.169998	54.169998	55.599998	53.240002	55.349998	807151
2019-08-26	2019-08-26	53.639999	53.639999	55.259998	52.959999	53.250000	679022

Overview

Interactions

Correlations

Missing values

Sample

Overview

Variables

Interactions

Correlations

Missing values

Sample